Weightless Neural Networks for Efficient Edge Inference

Author:

Susskind Zachary1,Arora Aman1,Miranda Igor D. S.2,Villon Luis A. Q.3,Katopodis Rafael F.3,de Araújo Leandro S.4,Dutra Diego L. C.3,Lima Priscila M. V.3,França Felipe M. G.3,Breternitz Mauricio5,John Lizy K.1

Affiliation:

1. The University of Texas at Austin

2. Federal University of Recôncavo da Bahia, Cruz das Almas, Bahia, Brazil

3. Federal University of Rio de Janeiro, Rio de Janeiro, Brazil

4. Fluminense Federal University, Niterói, Rio de Janeiro, Brazil

5. ISCTE Instituto Universitario de Lisboa, Lisbon, Portugal

Funder

National Science Foundation

Fundação para a Ciência e a Tecnologia, I.P. (FCT)

FCT/COMPETE/FEDER, FCT/CMU IT Project FLOYD

CAPES - Brazil - Finance Code 001

Semiconductor Research Corporation

Publisher

ACM

Reference42 articles.

1. Stefan Aeberhard. [n.d.]. Wine Data Set. https://archive.ics.uci.edu/ml/datasets/wine Stefan Aeberhard. [n.d.]. Wine Data Set. https://archive.ics.uci.edu/ml/datasets/wine

2. Igor Aleksander , Massimo De Gregorio , Felipe França , Priscila Lima , and Helen Morton . 2009 . A brief introduction to Weightless Neural Systems . In 17th European Symposium on Artificial Neural Networks (ESANN). 299--305 . Igor Aleksander, Massimo De Gregorio, Felipe França, Priscila Lima, and Helen Morton. 2009. A brief introduction to Weightless Neural Systems. In 17th European Symposium on Artificial Neural Networks (ESANN). 299--305.

3. WISARD·a radical step forward in image recognition

4. Austin Appleby. 2016. MurmurHash3. https://github.com/aappleby/smhasher. Austin Appleby. 2016. MurmurHash3. https://github.com/aappleby/smhasher.

5. Alan Bacellar Brunno Goldstein Victor Ferreira Leandro Santiago Priscila Lima and Felipe França. 2020. Fast Deep Neural Networks Convergence using a Weightless Neural Model. In ESANN. Alan Bacellar Brunno Goldstein Victor Ferreira Leandro Santiago Priscila Lima and Felipe França. 2020. Fast Deep Neural Networks Convergence using a Weightless Neural Model. In ESANN.

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